DV360 Display · Singapore
Invalid Traffic
Directional — modeled, not measured · Grade D
Modeled planning estimate, synthesised from aggregated public benchmark research and platform documentation over time, not a single named vendor. Use for planning and diagnostics; replace with account trailing benchmark when available.
0.01%
Evidence gap
This benchmark needs more evidence to be reliable
Evidence grade D · confidence Low-Medium. Practitioner data is what moves it up the ladder.
Period
2026
Evidence grade
D
Confidence
Low-Medium
Comparability
Medium
Source
Adkeen Benchmark Synthesis
Last verified
2026-08-26
What this means
Share of traffic judged non-human or non-legitimate. Treat it as a supply-hygiene warning light.
Methodology
Planning values synthesised from aggregated public benchmark research, platform documentation and market cost data gathered over time, normalised into a single per-market, per-channel planning set in USD. Not a single named vendor or proprietary panel. No credible public dataset provides every metric for every channel across all 11 markets — this is stated directly in the underlying methodology. Genuinely missing combinations are shown as such, not estimated.